On the optimization properties of the correntropic loss function in data analysis.
Mujahid N. SyedPanos M. PardalosJosé C. PríncipePublished in: Optim. Lett. (2014)
Keyphrases
- loss function
- data analysis
- risk minimization
- stochastic gradient descent
- pairwise
- support vector
- loss minimization
- empirical risk
- logistic regression
- optimization problems
- learning to rank
- solution path
- machine learning
- convex loss functions
- boosting framework
- coordinate descent method
- reproducing kernel hilbert space
- hinge loss
- information retrieval
- data mining